rewirebio.iobenchmarks
Source

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

2026 · PMC13041943.1 · Preprint

DOI: 10.64898/2026.03.26.714501Original source

What this source contributed

Records in this release that cite this source. A record can cite several sources.

Results

Values as the source printed them. Compare results only under compatible protocols, datasets and metrics.

Claims

Statements this source supports, each with where in the source it was checked.

  • EVO2: family Evo 2: Family Evo 2 (NABench model inventory explicit Evo2-7B / Evo2-7B-base; LAMBDA Table 1 explicit EVO2 7B; official Evo2 7B checkpoint list | Existing reviewed locator: Materials and Methods/LAMBDA Benchmark Dataset Construction. (paragraph 1); Abstract (paragraph 1))
  • EVO2: family Evo 2: Family Evo 2 (Primary paper model-inventory and results tables: mRNABench Table 2; NABench model inventory; LAMBDA Table 1 (EVO2 7B); source-labelled configuration EVO2 | Existing reviewed locator: Materials and Methods/LAMBDA Benchmark Dataset Construction. (paragraph 1); Abstract (paragraph 1))
  • Reported MCC for EVO2: Printed value 0.680 (Table 5, EVO2 row, MCC column)
  • Reported MCC for geNomad: Printed value 0.794 (Table 5, geNomad row, MCC column)

Models, benchmarks and other records

Configurations (2)

Tasks (1)

Datasets (1)

Evaluations (2)

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

18 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Artifact retrieved at
2026-09-16T10:33:36.240Z
Source metadata
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

No field-specific location recorded

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_retrieved_at

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Artifact SHA-256
22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16
Source metadata
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

No field-specific location recorded

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_sha256

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Artifact url
https://www.ebi.ac.uk/europepmc/webservices/rest/PMC13041943/fullTextXML
Source metadata
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

No field-specific location recorded

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_url

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Doi
10.64898/2026.03.26.714501
Source metadata
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

No field-specific location recorded

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.doi

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Missing metadata: licence: reason
unextracted
Source metadata
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

No field-specific location recorded

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.missing_metadata.licence.reason

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Publication status
preprint
Source metadata
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

No field-specific location recorded

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.publication_status

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Retrieved at
2026-09-15T23:25:00Z
Source metadata
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

No field-specific location recorded

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.retrieved_at

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Scope decision
included
Source metadata
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

No field-specific location recorded

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.scope_decision

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Url
https://pmc.ncbi.nlm.nih.gov/articles/PMC13041943/
Source metadata
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

No field-specific location recorded

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.url

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Version
PMC13041943.1
Source metadata
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

No field-specific location recorded

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: discovered

Primary paper retained with its original identifier. Metadata inherited from the literature collection; individual result checks are separate.

Release history

No supporting source is linked yet.

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Technical metadata and extraction receipts

Stable ID: lambda-prophage-2026

areas
microbes-communities
url
https://pmc.ncbi.nlm.nih.gov/articles/PMC13041943/
version
PMC13041943.1
retrieved at
2026-09-15T23:25:00Z
doi
10.64898/2026.03.26.714501
publication status
preprint
year
2026
artifact sha256
22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16
artifact url
https://www.ebi.ac.uk/europepmc/webservices/rest/PMC13041943/fullTextXML
artifact retrieved at
2026-09-16T10:33:36.240Z
scope decision
included
missing metadata
licence: reason: unextracted
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